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Novel applications of multitask learning and multiple output regression to multiple genetic trait prediction.

Bioinformatics (Oxford, England)
UNLABELLED: Given a set of biallelic molecular markers, such as SNPs, with genotype values encoded numerically on a collection of plant, animal or human samples, the goal of genetic trait prediction is to predict the quantitative trait values by simu...

Computer-Aided Optimization of Combined Anti-Retroviral Therapy for HIV: New Drugs, New Drug Targets and Drug Resistance.

Current HIV research
BACKGROUND: Resistance to antiretroviral drugs is a complex and evolving area with relevant implications in the treatment of human immunodeficiency virus (HIV) infection. Several rules, algorithms and full-fledged computer programs have been develope...

ASSOCIATION BETWEEN MURINE DOUBLE MINUTE 2 - T309G polymorphism and recurrence of hepatocellular carcinoma after surgical treatment.

Arquivos de gastroenterologia
BACKGROUND: Discovery and incorporation of biomarker panels to cancer studies enabled the understanding of genetic variation and its interference in carcinogenesis at molecular level. The potential association between single nucleotide polymorphism (...

[Detecting gene-gene/environment interactions by model-based multifactor dimensionality reduction].

Zhonghua liu xing bing xue za zhi = Zhonghua liuxingbingxue zazhi
This paper introduces a method called model-based multifactor dimensionality reduction (MB-MDR), which was firstly proposed by Calle et al., and can be applied for detecting gene-gene or gene-environment interactions in genetic studies. The basic pri...

[HIGH FREQUENCY OF CYP2C19 ULTRARAPID METABOLIZERS IN RUSSIAN PATIENTS WITH PEPTIC ULCER].

Eksperimental'naia i klinicheskaia gastroenterologiia = Experimental & clinical gastroenterology
INTRODUCTION: The main enzyme responsible for metabolism of proton pump inhibitors (PPI) is cytochrome P-4502C19 (CYP2C19). Among all CYP2C19 polymorphisms ulrarapid CYP2C19*17 allele plays an important role in clinical practice as in CYP2C19*17 alle...

Epistasis analysis using multifactor dimensionality reduction.

Methods in molecular biology (Clifton, N.J.)
Here we introduce the multifactor dimensionality reduction (MDR) methodology and software package for detecting and characterizing epistasis in genetic association studies. We provide a general overview of the method and then highlight some of the ke...